First, I'm sure you've noted this already, but to be clear on what it means:
Access runs only on the desktop, not in the cloud. Other applications in the package, Outlook, Word, Excel and PowerPoint do have browser versions, so this is a difference.
To download and install it on your computer, go to the admin section and select "Office"
Follow the prompts.